The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-03"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "104391868 (up from 103869838 yesterday: 0.5 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2268797 (up from 2253064 yesterday: 0.7 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12003828

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.17



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 26557026 121469 0.46 3449453 450797 3912 0.88 1.70
India 10790183 12899 0.12 278090 154703 107 0.07 1.43
Brazil 9339420 56002 0.60 1082884 227563 1254 0.55 2.44
United Kingdom 3882972 19215 0.50 662019 109547 1322 1.22 2.82
Russia 3858367 16222 0.42 423433 73497 515 0.71 1.90
France 3310051 26406 0.80 421759 77741 358 0.46 2.35
Spain 2883465 31596 1.11 707376 60370 565 0.94 2.09
Italy 2583790 13182 0.51 264754 89820 476 0.53 3.48
Turkey 2501079 8102 0.32 145240 26354 117 0.45 1.05
Germany 2252504 12487 0.56 258612 59776 784 1.33 2.65
Colombia 2125622 11025 0.52 293642 54877 301 0.55 2.58
Argentina 1952744 9196 0.47 195315 48539 113 0.23 2.49
Mexico 1886245 12153 0.65 314344 161240 1707 1.07 8.55
Poland 1527016 6801 0.45 122111 37897 421 1.12 2.48
South Africa 1463016 4058 0.28 184713 45344 398 0.89 3.10
Iran 1438286 6870 0.48 132947 58189 79 0.14 4.05
Ukraine 1270001 3537 0.28 103043 24276 176 0.73 1.91
Peru 1158337 15621 1.37 118106 41538 357 0.87 3.59
Indonesia 1111671 11984 1.09 253628 30770 189 0.62 2.77
Czechia 1003657 9143 0.92 148057 16683 138 0.83 1.66
Netherlands 1003010 4086 0.41 101270 14281 63 0.44 1.42
Canada 794412 3267 0.41 108201 20361 119 0.59 2.56
Portugal 740944 9083 1.24 233836 13257 240 1.84 1.79
Chile 736645 2610 0.36 84120 18576 17 0.09 2.52
Romania 735484 2752 0.38 54092 18600 87 0.47 2.53
Belgium 716395 3124 0.44 46146 21216 43 0.20 2.96
Israel 668874 8896 1.35 148814 4948 61 1.25 0.74
Iraq 623072 1317 0.21 17656 13079 11 0.08 2.10
Sweden 580916 4310 0.75 68713 11939 124 1.05 2.06
Pakistan 550540 1508 0.27 38619 11833 31 0.26 2.15
Bangladesh 536545 438 0.08 11635 8162 13 0.16 1.52
Philippines 530118 1265 0.24 37418 10942 68 0.63 2.06
Switzerland 528524 1796 0.34 38166 9530 41 0.43 1.80
Morocco 473047 774 0.16 17992 8323 14 0.17 1.76
Austria 418283 1520 0.36 32533 7902 55 0.70 1.89
Serbia 400837 1932 0.48 34646 4071 15 0.37 1.02
Japan 396900 2631 0.67 92760 6068 116 1.95 1.53
Hungary 370336 1048 0.28 24626 12739 83 0.66 3.44
Saudi Arabia 368945 306 0.08 4674 6386 3 0.05 1.73
Jordan 330474 1280 0.39 19506 4344 10 0.23 1.31
Panama 323382 1181 0.37 34974 5366 27 0.51 1.66
United Arab Emirates 313626 3977 1.28 74039 878 12 1.39 0.28
Lebanon 309162 3320 1.09 77226 3315 89 2.76 1.07
Nepal 271431 142 0.05 5288 2031 1 0.05 0.75
Georgia 259897 688 0.27 16642 3221 13 0.41 1.24
Slovakia 254826 2732 1.08 39771 4889 105 2.19 1.92
Ecuador 252390 1111 0.44 28075 14949 34 0.23 5.92
Belarus 251705 1711 0.68 34009 1746 9 0.52 0.69
Kazakhstan 239726 1362 0.57 27825 3048 1 0.03 1.27
Croatia 233637 730 0.31 11520 5088 17 0.34 2.18
Azerbaijan 230617 162 0.07 4797 3145 4 0.13 1.36
Malaysia 226912 4284 1.92 82394 809 18 2.28 0.36
Bolivia 222447 2021 0.92 43629 10571 58 0.55 4.75
Bulgaria 221266 719 0.33 10850 9218 40 0.44 4.17
Dominican Republic 217277 1357 0.63 30894 2719 15 0.55 1.25
Tunisia 212679 1267 0.60 44111 6980 87 1.26 3.28
Denmark 200466 425 0.21 14631 2171 10 0.46 1.08
Ireland 199430 1006 0.51 40286 3512 94 2.75 1.76
Costa Rica 195537 528 0.27 13381 2650 9 0.34 1.36
Lithuania 184208 764 0.42 18917 2867 20 0.70 1.56
Slovenia 170101 1615 0.96 26422 3564 23 0.65 2.10
Egypt 167525 512 0.31 14806 9460 53 0.56 5.65
Armenia 167421 190 0.11 4293 3096 7 0.23 1.85
Kuwait 167410 756 0.45 11536 961 1 0.10 0.57
Moldova 161642 917 0.57 10696 3480 18 0.52 2.15
Guatemala 160966 667 0.42 14980 5736 27 0.47 3.56
West Bank and Gaza 160426 470 0.29 10657 1857 8 0.43 1.16
Greece 159866 1150 0.72 13178 5878 27 0.46 3.68
Qatar 152491 396 0.26 6011 249 0 0.00 0.16
Honduras 151103 2152 1.44 20094 3662 48 1.33 2.42
Burma 140927 573 0.41 8667 3160 22 0.70 2.24
Ethiopia 139408 547 0.39 9953 2122 6 0.28 1.52
Paraguay 135229 747 0.56 16637 2765 15 0.55 2.04
Oman 134856 171 0.13 3770 1532 0 0.00 1.14
Nigeria 134690 1138 0.85 30691 1618 5 0.31 1.20
Venezuela 128315 563 0.44 10504 1209 7 0.58 0.94
Bosnia and Herzegovina 122828 367 0.30 6160 4745 8 0.17 3.86
Libya 121243 809 0.67 14573 1914 18 0.95 1.58
Algeria 108116 275 0.26 5256 2900 2 0.07 2.68
Bahrain 104792 553 0.53 8322 376 0 0.00 0.36
Kenya 101159 150 0.15 2604 1769 3 0.17 1.75
China 100226 49 0.05 2951 4821 1 0.02 4.81

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3368281 12500 0.37 498177 42484 582 1.39 1.26 85246.56 1075.21 1 in 12
Texas 2449535 17848 0.73 408784 38039 420 1.12 1.55 84478.72 1311.88 1 in 12
Florida 1744619 6979 0.40 227147 27019 197 0.73 1.55 81229.18 1258.00 1 in 12
New York 1443942 7154 0.50 264676 44148 166 0.38 3.06 74225.07 2269.40 1 in 13
Illinois 1134231 3314 0.29 88201 21420 84 0.39 1.89 89508.13 1690.36 1 in 11
Georgia 922364 4924 0.54 140076 14587 137 0.95 1.58 86872.68 1373.87 1 in 12
Ohio 906727 3991 0.44 107088 11430 94 0.83 1.26 77570.30 977.83 1 in 13
Pennsylvania 857332 3135 0.37 111330 21919 144 0.66 2.56 66968.66 1712.16 1 in 15
North Carolina 776307 12079 1.58 135234 9578 169 1.80 1.23 74018.00 913.23 1 in 14
Arizona 767379 2296 0.30 125650 13576 214 1.60 1.77 100773.44 1782.82 1 in 10
Tennessee 733216 1856 0.25 67717 10033 133 1.34 1.37 107302.40 1468.28 1 in 9
New Jersey 705807 2311 0.33 103178 21693 109 0.51 3.07 79463.17 2442.30 1 in 13
Indiana 631331 1428 0.23 57212 10091 37 0.37 1.60 93777.55 1498.91 1 in 11
Michigan 615860 1717 0.28 42582 15644 35 0.22 2.54 61667.05 1566.46 1 in 16
Wisconsin 595756 1539 0.26 37736 6496 16 0.25 1.09 102320.78 1115.68 1 in 10
Massachusetts 531117 2455 0.46 82670 14708 56 0.38 2.77 76425.18 2116.41 1 in 13
Virginia 513339 2959 0.58 100794 6575 58 0.89 1.28 60141.51 770.31 1 in 17
Missouri 477228 1208 0.25 34808 7385 75 1.03 1.55 77757.00 1203.27 1 in 13
Alabama 465056 2118 0.46 54061 8203 309 3.91 1.76 94847.74 1672.99 1 in 11
Minnesota 463766 634 0.14 23412 6302 24 0.38 1.36 82233.38 1117.45 1 in 12
South Carolina 450794 2890 0.65 85416 7394 76 1.04 1.64 87554.68 1436.09 1 in 11
Louisiana 406235 2041 0.50 50400 9006 53 0.59 2.22 87385.03 1937.28 1 in 11
Colorado 399267 1230 0.31 32493 5664 14 0.25 1.42 69332.40 983.55 1 in 14
Oklahoma 394283 2119 0.54 52919 3654 52 1.44 0.93 99642.63 923.43 1 in 10
Kentucky 369510 2581 0.70 56229 3863 51 1.34 1.05 82707.49 864.66 1 in 12
Maryland 357483 942 0.26 42616 7220 32 0.45 2.02 59130.32 1194.24 1 in 17
Utah 350000 1591 0.46 35183 1697 12 0.71 0.48 109171.74 529.33 1 in 9
Iowa 322308 1034 0.32 21147 4975 56 1.14 1.54 102155.58 1576.83 1 in 10
Washington 316294 1602 0.51 35092 4388 72 1.67 1.39 41536.24 576.24 1 in 24
Arkansas 300430 2426 0.81 38410 4985 46 0.93 1.66 99551.83 1651.85 1 in 10
Kansas 281322 2167 0.78 27218 3872 75 1.98 1.38 96564.26 1329.07 1 in 10
Nevada 280707 750 0.27 26722 4373 49 1.13 1.56 91134.02 1419.73 1 in 11
Mississippi 277322 791 0.29 33423 6158 26 0.42 2.22 93181.49 2069.12 1 in 11
Connecticut 257004 482 0.19 36428 7157 24 0.34 2.78 72085.08 2007.41 1 in 14
Nebraska 192042 605 0.32 12843 1931 2 0.10 1.01 99276.88 998.24 1 in 10
New Mexico 175652 670 0.38 16533 3338 28 0.85 1.90 83770.30 1591.93 1 in 12
Idaho 164163 507 0.31 11799 1748 7 0.40 1.06 91605.49 975.41 1 in 11
Oregon 144605 627 0.44 15496 1991 10 0.50 1.38 34284.97 472.05 1 in 29
West Virginia 122470 535 0.44 18078 2058 27 1.33 1.68 68528.22 1151.56 1 in 15
Rhode Island 116704 513 0.44 14219 2198 12 0.55 1.88 110164.52 2074.84 1 in 9
South Dakota 108639 208 0.19 4444 1782 3 0.17 1.64 122803.25 2014.34 1 in 8
North Dakota 97936 139 0.14 2801 1447 0 0.00 1.48 128514.48 1898.80 1 in 8
Montana 94810 426 0.45 7157 1303 54 4.32 1.37 88708.79 1219.15 1 in 11
Puerto Rico 94662 136 0.14 10023 1853 7 0.38 1.96 29640.28 580.21 1 in 34
Delaware 78982 286 0.36 11809 1130 22 1.99 1.43 81110.00 1160.45 1 in 12
New Hampshire 66721 663 1.00 12596 1076 17 1.61 1.61 49069.99 791.34 1 in 20
Alaska 54820 226 0.41 4004 279 0 0.00 0.51 74937.29 381.38 1 in 13
Wyoming 52288 160 0.31 3999 624 0 0.00 1.19 90345.03 1078.17 1 in 11
Maine 40233 273 0.68 9083 627 9 1.46 1.56 29930.55 466.44 1 in 33
District of Columbia 37199 191 0.52 4599 926 10 1.09 2.49 52708.54 1312.08 1 in 19
Hawaii 26286 68 0.26 2337 413 4 0.98 1.57 18565.24 291.69 1 in 54
Vermont 12329 133 1.09 2961 179 3 1.70 1.45 19758.36 286.86 1 in 51

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 43067233 3368281 7.82 6224582 498177 8.00 1089972.4
2 Texas 17694874 2449535 13.84 2515786 408784 16.25 610254.8
3 Florida 19406606 1744619 8.99 2258566 227147 10.06 903568.5
4 New York 32613477 1443942 4.43 4695032 264676 5.64 1676478.5
5 Illinois 16258348 1134231 6.98 1918764 88201 4.60 1283031.7
6 Georgia 6524223 922364 14.14 760249 140076 18.43 614482.7
7 Ohio 9165199 906727 9.89 914219 107088 11.71 784080.8
8 Pennsylvania 9329891 857332 9.19 5172130 111330 2.15 728784.5
9 North Carolina 9102350 776307 8.53 1336171 135234 10.12 867875.4
10 Arizona 3489351 767379 21.99 357616 125650 35.14 458227.2
11 Tennessee 6472330 733216 11.33 464211 67717 14.59 947192.3
12 New Jersey 9603984 705807 7.35 1126698 103178 9.16 1081263.1
13 Indiana 7096324 631331 8.90 876237 57212 6.53 1054083.9
14 Michigan 9475374 615860 6.50 809703 42582 5.26 948784.4
15 Wisconsin 6236725 595756 9.55 562291 37736 6.71 1071154.3
16 Massachusetts 13874158 531117 3.83 1929173 82670 4.29 1996424.5
17 Virginia 5300826 513339 9.68 626196 100794 16.10 621031.5
18 Missouri 4185641 477228 11.40 326618 34808 10.66 681986.2
19 Alabama 2139919 465056 21.73 150195 54061 35.99 436434.5
20 Minnesota 6281780 463766 7.38 547802 23412 4.27 1113863.5
21 South Carolina 4300686 450794 10.48 765250 85416 11.16 835293.2
22 Louisiana 5089529 406235 7.98 561671 50400 8.97 1094806.3
23 Colorado 5514198 399267 7.24 657243 32493 4.94 957536.2
24 Oklahoma 3233272 394283 12.19 343882 52919 15.39 817107.8
25 Kentucky 3635689 369510 10.16 268834 56229 20.92 813776.9
26 Maryland 7066871 357483 5.06 812518 42616 5.24 1168912.5
27 Utah 2635985 350000 13.28 228993 35183 15.36 822214.4
28 Iowa 1260185 322308 25.58 54963 21147 38.47 399415.9
29 Washington 4614786 316294 6.85 504139 35092 6.96 606021.1
30 Arkansas 2480443 300430 12.11 271707 38410 14.14 821930.7
31 Kansas 1186849 281322 23.70 102917 27218 26.45 407387.9
32 Nevada 2511160 280707 11.18 242469 26722 11.02 815270.4
33 Mississippi 1604952 277322 17.28 138127 33423 24.20 539271.4
34 Connecticut 5882444 257004 4.37 1054375 36428 3.45 1649921.6
35 Nebraska 2132924 192042 9.00 258217 12843 4.97 1102623.6
36 New Mexico 2376514 175652 7.39 251524 16533 6.57 1133384.7
37 Idaho 607115 164163 27.04 40890 11799 28.86 338779.6
38 Oregon 3218747 144605 4.49 362061 15496 4.28 763145.5
39 West Virginia 1968138 122470 6.22 271025 18078 6.67 1101273.7
40 Rhode Island 2568323 116704 4.54 368693 14219 3.86 2424407.7
41 South Dakota 404367 108639 26.87 17068 4444 26.04 457088.0
42 North Dakota 1351985 97936 7.24 64464 2801 4.35 1774114.2
43 Montana 970527 94810 9.77 115458 7157 6.20 908071.7
45 Delaware 1249291 78982 6.32 167846 11809 7.04 1282950.5
46 New Hampshire 1281021 66721 5.21 168974 12596 7.45 942127.4
47 Alaska 1520206 54820 3.61 149371 4004 2.68 2078075.9
48 Wyoming 656543 52288 7.96 118864 3999 3.36 1134397.9
49 Maine 1422632 40233 2.83 207934 9083 4.37 1058339.0
50 District of Columbia 1112239 37199 3.34 138669 4599 3.32 1575969.6
51 Hawaii 978901 26286 2.69 96008 2337 2.43 691376.8
52 Vermont 894557 12329 1.38 123539 2961 2.40 1433610.2

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5743914 541797 1738 0.32 9.43 3554 359 47345 27259 5.03
Veneto 4243554 313945 629 0.20 7.40 1306 176 30360 9103 2.90
Campania 2471140 225637 1539 0.69 9.13 1475 100 62117 3820 1.69
Piemonte 2122420 225195 819 0.37 10.61 2092 147 12052 8920 3.96
Emilia-Romagna 3166204 221615 1047 0.47 7.00 2122 194 44402 9656 4.36
Lazio 3405739 208171 1164 0.56 6.11 2350 279 59769 5123 2.46
Sicilia 1863593 138739 886 0.64 7.44 1317 193 41122 3579 2.58
Toscana 2276931 135779 551 0.41 5.96 663 109 9345 4247 3.13
Puglia 1336292 125209 1044 0.84 9.37 1429 155 51715 3300 2.64
Liguria 876302 70288 233 0.33 8.02 641 64 4439 3398 4.83
Friuli Venezia Giulia 1166449 68613 692 1.02 5.88 561 63 11180 2471 3.60
Marche 702605 56417 408 0.73 8.03 535 68 8353 1996 3.54
Abruzzo 714963 43663 449 1.04 6.11 427 47 10019 1482 3.39
P.A. Bolzano 518555 41775 653 1.59 8.06 241 32 5750 885 2.12
Sardegna 590068 38874 143 0.37 6.59 416 29 14838 1001 2.57
Umbria 646717 36935 458 1.26 5.71 367 64 5999 810 2.19
Calabria 526244 33426 318 0.96 6.35 253 23 8630 606 1.81
P.A. Trento 535579 28013 261 0.94 5.23 158 33 2495 1153 4.12
Basilicata 214633 13367 68 0.51 6.23 70 1 3421 328 2.45
Molise 140097 8517 78 0.92 6.08 65 6 1182 276 3.24
Valle d’Aosta 70882 7815 11 0.14 11.03 29 3 189 406 5.20

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 276842 1204 0.44 6310 44 0.70 2.28 18817.65 428.91 1 in 53
Quebec 265579 1053 0.40 9899 37 0.38 3.73 31106.72 1159.45 1 in 32
Alberta 125090 259 0.21 1671 11 0.66 1.34 28344.86 378.64 1 in 35
British Columbia 68780 414 0.61 1234 16 1.31 1.79 13457.47 241.44 1 in 74
Manitoba 29858 125 0.42 835 3 0.36 2.80 21675.23 606.16 1 in 46
Saskatchewan 24430 194 0.80 322 8 2.55 1.32 20674.20 272.50 1 in 48
Nova Scotia 1583 1 0.06 65 0 0.00 4.11 1619.51 66.50 1 in 617
New Brunswick 1302 14 1.09 18 0 0.00 1.38 1669.25 23.08 1 in 599
Newfoundland and Labrador 410 2 0.49 4 0 0.00 0.98 786.40 7.67 1 in 1272
Nunavut 294 0 0.00 1 0 0.00 0.34 NA NA 1 in NA
Prince Edward Island 112 1 0.90 0 0 NaN 0.00 708.15 0.00 1 in 1412
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 36 0 0.00 0 0 NaN 0.00 801.71 0.00 1 in 1247
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 81164.50 1377.74 1 in 12
India 8058.39 115.54 1 in 124
Brazil 44622.17 1087.26 1 in 22
United Kingdom 58443.29 1648.81 1 in 17
Russia 26701.50 508.63 1 in 37
France 49411.12 1160.49 1 in 20
Spain 61797.36 1293.83 1 in 16
Italy 42721.40 1485.12 1 in 23
Turkey 30950.12 326.12 1 in 32
Germany 27207.44 722.02 1 in 37
Colombia 43318.16 1118.34 1 in 23
Argentina 44109.87 1096.43 1 in 23
Mexico 14599.42 1247.99 1 in 68
Poland 40205.79 997.81 1 in 25
South Africa 25793.65 799.44 1 in 39
Iran 17721.61 716.97 1 in 56
Ukraine NA NA 1 in NA
Peru 36006.75 1291.20 1 in 28
Indonesia 4210.88 116.55 1 in 237
Czechia 94240.09 1566.48 1 in 11

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1129730 17324 1.53
Maricopa Arizona 478354 7672 1.60
Cook Illinois 456144 8926 1.96
Miami-Dade Florida 376552 4919 1.31
Harris Texas 323408 4356 1.35
Riverside California 277724 3278 1.18
San Bernardino California 275960 1966 0.71
Dallas Texas 262738 2885 1.10
Orange California 248510 3199 1.29
San Diego California 241018 2683 1.11
Tarrant Texas 223736 2291 1.02
Clark Nevada 216121 3351 1.55
Queens New York 181723 8200 4.51
Kings New York 178939 8451 4.72
Bexar Texas 177802 2416 1.36
Broward Florida 175306 2125 1.21
Suffolk New York 145642 2828 1.94
Salt Lake Utah 131260 694 0.53
Nassau New York 130933 2702 2.06
Bronx New York 122235 5467 4.47
El Paso Texas 114819 2142 1.87
Philadelphia Pennsylvania 111098 2911 2.62
Palm Beach Florida 108585 2212 2.04
Franklin Ohio 105796 712 0.67
Orange Florida 104621 982 0.94
Milwaukee Wisconsin 103941 1181 1.14
Santa Clara California 103236 1473 1.43
Middlesex Massachusetts 103162 3155 3.06
Pima Arizona 102712 1831 1.78
Hillsborough Florida 101910 1336 1.31
Wayne Michigan 97402 4000 4.11
Hennepin Minnesota 96262 1539 1.60
Westchester New York 95642 1938 2.03
Kern California 95554 641 0.67
Cuyahoga Ohio 89881 1210 1.35
Fresno California 89542 1198 1.34
Mecklenburg North Carolina 88055 782 0.89
New York New York 87468 3612 4.13
Sacramento California 87107 1281 1.47
Marion Indiana 87016 1377 1.58
Utah Utah 85190 290 0.34
Gwinnett Georgia 84740 790 0.93
St. Louis Missouri 84254 1764 2.09
Duval Florida 82963 945 1.14
Shelby Tennessee 81572 1298 1.59
King Washington 79061 1264 1.60
Fulton Georgia 78400 974 1.24
Essex Massachusetts 78059 1991 2.55
Providence Rhode Island 76727 1632 2.13
Oklahoma Oklahoma 75891 595 0.78
Davidson Tennessee 75423 759 1.01
Collin Texas 75051 599 0.80
Alameda California 74959 999 1.33
Fairfield Connecticut 73762 1943 2.63
DuPage Illinois 72945 1115 1.53
Suffolk Massachusetts 72287 1572 2.17
Ventura California 71557 634 0.89
Oakland Michigan 71177 1907 2.68
Travis Texas 70631 748 1.06
Allegheny Pennsylvania 70165 1555 2.22
Prince George’s Maryland 68490 1243 1.81
Hamilton Ohio 68156 465 0.68
Bergen New Jersey 68134 2488 3.65
Jefferson Alabama 67639 1195 1.77
Jefferson Kentucky 67208 712 1.06
Wake North Carolina 66959 444 0.66
Hidalgo Texas 66272 2466 3.72
Essex New Jersey 65963 2552 3.87
Tulsa Oklahoma 65112 600 0.92
Middlesex New Jersey 65019 1943 2.99
Hartford Connecticut 64924 2146 3.31
New Haven Connecticut 64889 1810 2.79
Cobb Georgia 63643 762 1.20
San Joaquin California 62890 874 1.39
Hudson New Jersey 61987 1871 3.02
Will Illinois 61737 847 1.37
Douglas Nebraska 61564 579 0.94
Pinellas Florida 60322 1307 2.17
Fairfax Virginia 60265 792 1.31
Worcester Massachusetts 60056 1858 3.09
Montgomery Maryland 59439 1320 2.22
Erie New York 58099 1480 2.55
Contra Costa California 58021 532 0.92
Greenville South Carolina 56779 739 1.30
Lake Illinois 56469 880 1.56
Macomb Michigan 56293 1874 3.33
Denver Colorado 56051 742 1.32
Denton Texas 55363 531 0.96
Lee Florida 53332 808 1.52
DeKalb Georgia 51986 671 1.29
Fort Bend Texas 51916 493 0.95
Passaic New Jersey 51891 1607 3.10
Stanislaus California 51741 848 1.64
Union New Jersey 51740 1683 3.25
Polk Florida 51297 979 1.91
Bristol Massachusetts 51164 1354 2.65
Ocean New Jersey 51021 1685 3.30
Sedgwick Kansas 50800 545 1.07
Richmond New York 50515 1464 2.90
Johnson Kansas 50392 668 1.33

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc